Serper

Google search via Serper API. Fetches results AND reads the actual web pages to extract clean full-text content via trafilatura. Not just snippets — full article text.

How It Works

1. Serper API call — fast Google search, returns result URLs instantly
2. Concurrent page scraping — all result pages are fetched and extracted in parallel using trafilatura with a 3-second timeout per page
3. Streamed output — results print one at a time as each page finishes

Each invocation gives you 5 results (default mode) or up to 6 results (current mode), each with full page content. This is already a lot of information.

Query Discipline

Craft ONE good search query. That is almost always enough.

Each call returns multiple results with full page text — you get broad coverage from a single query. Do not run multiple searches to "explore" a topic. One well-chosen query with the right mode covers it.